An open API service indexing awesome lists of open source software.

https://github.com/suhatanriverdi/clustering-project-of-amyotrophic-lateral-sclerosis-als-

In this project, we will work with historical data about a disease called amyotrophic lateral sclerosis (ALS) by using Clustering Methods.
https://github.com/suhatanriverdi/clustering-project-of-amyotrophic-lateral-sclerosis-als-

clustering jypyternotebook machine-learning python

Last synced: 3 months ago
JSON representation

In this project, we will work with historical data about a disease called amyotrophic lateral sclerosis (ALS) by using Clustering Methods.

Awesome Lists containing this project

README

          

![0001](https://user-images.githubusercontent.com/36234545/73748234-07221100-476a-11ea-8c52-a9aa8cc7f3fd.jpg)
![0002](https://user-images.githubusercontent.com/36234545/73748012-ad214b80-4769-11ea-9f03-be1dc8667033.jpg)
![0003](https://user-images.githubusercontent.com/36234545/73748015-adb9e200-4769-11ea-9532-d57464d16518.jpg)
![0004](https://user-images.githubusercontent.com/36234545/73748016-adb9e200-4769-11ea-92d7-09817c686a5d.jpg)
![0005](https://user-images.githubusercontent.com/36234545/73748017-ae527880-4769-11ea-81e2-3e6378e31c51.jpg)
![0006](https://user-images.githubusercontent.com/36234545/73748018-ae527880-4769-11ea-8bfa-14e9aac02fe5.jpg)
![0007](https://user-images.githubusercontent.com/36234545/73748019-ae527880-4769-11ea-9159-6b726cfd4c75.jpg)
![0008](https://user-images.githubusercontent.com/36234545/73748020-aeeb0f00-4769-11ea-87f2-560422be5977.jpg)
![0009](https://user-images.githubusercontent.com/36234545/73748021-af83a580-4769-11ea-9781-581180f98efb.jpg)
![0010](https://user-images.githubusercontent.com/36234545/73748024-af83a580-4769-11ea-8a03-62639b274f2d.jpg)
![0011](https://user-images.githubusercontent.com/36234545/73748001-ab578800-4769-11ea-8f16-81bdaf7dddec.jpg)
![0012](https://user-images.githubusercontent.com/36234545/73748002-ab578800-4769-11ea-9628-1a0a94c83c2c.jpg)
![0013](https://user-images.githubusercontent.com/36234545/73748004-ab578800-4769-11ea-9338-b3ec85939b47.jpg)
![0014](https://user-images.githubusercontent.com/36234545/73748005-ab578800-4769-11ea-8a14-aaa197541376.jpg)
![0015](https://user-images.githubusercontent.com/36234545/73748006-abf01e80-4769-11ea-8008-c329c5a09d7f.jpg)
![0016](https://user-images.githubusercontent.com/36234545/73748007-abf01e80-4769-11ea-9241-471106a41d4c.jpg)
![0017](https://user-images.githubusercontent.com/36234545/73748008-abf01e80-4769-11ea-9220-8752fa5ab689.jpg)
![0018](https://user-images.githubusercontent.com/36234545/73748009-abf01e80-4769-11ea-8a04-59c4a2c1e5f6.jpg)
![0019](https://user-images.githubusercontent.com/36234545/73748010-ac88b500-4769-11ea-82db-2977b8aaf16a.jpg)

# References

[1] ALS Dataset and Case Study

[https://umich.instructure.com/courses/38100/files/folder/Case_Studies/15_ALS_CaseStudy](https://umich.instructure.com/courses/38100/files/folder/Case_Studies/15_ALS_CaseStudy)

[2] Data Science and Predictive Analytics (UMich HS650)

[http://www.socr.umich.edu/people/dinov/2017/Spring/DSPA_HS650/notes/12_kMeans_Clustering.html](http://www.socr.umich.edu/people/dinov/2017/Spring/DSPA_HS650/notes/12_kMeans_Clustering.html)

[3] K-Means++

[https://www.analyticsvidhya.com/blog/2019/08/comprehensive-guide-k-means-clustering/](https://www.analyticsvidhya.com/blog/2019/08/comprehensive-guide-k-means-clustering/)

[4] K-means Scikit-Learn Manual

[https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html)

[5] K-means++: The Advantages of Careful Seeding David Arthur and Sergei Vassilvitskii

[http://ilpubs.stanford.edu:8090/778/1/2006-13.pdf](http://ilpubs.stanford.edu:8090/778/1/2006-13.pdf)

[6] K-means Clustering: Algorithm, Applications, Evaluation Methods, and Drawbacks

[https://towardsdatascience.com/k-means-clustering-algorithm-applications-evaluation-methods-and-drawbacks-aa03e644b48a](https://towardsdatascience.com/k-means-clustering-algorithm-applications-evaluation-methods-and-drawbacks-aa03e644b48a)

[7] Silhouette Plots, TMHG534 Data mining and machine learning

[https://www.youtube.com/watch?v=_j37uExzbXk](https://www.youtube.com/watch?v=_j37uExzbXk), [https://mu-informatics.org/courses/data-mining-and-machine-learning/](https://mu-informatics.org/courses/data-mining-and-machine-learning/)

[8] Density-Based Algorithm for Discovering Clusters

[https://www.aaai.org/Papers/KDD/1996/KDD96-037.pdf](https://www.aaai.org/Papers/KDD/1996/KDD96-037.pdf)

[9] Clustering Lecture, Density-based Methods

[https://cse.buffalo.edu/~jing/cse601/fa12/materials/clustering_density.pdf](https://cse.buffalo.edu/~jing/cse601/fa12/materials/clustering_density.pdf)

## License
ALS Clustering Project is licensed under the MIT license. See LICENSE for more information.

## Project Status
You can download the latest release from this repository.

## Disclaimer
This project was prepared and shared for educational purposes only. You can use or edit any file as you wish.

## About
Süha TANRIVERDİ Çankaya University, Computer Engineering